Evidence map›Paper›PMID 42155120›Full record

ArticleJMIR medical informatics2026

The Impact of Electronic Health Records on Family Physicians During Simulated Virtual Encounters: Exploratory Mixed Methods Study.

Lisa Shah, Helen Monkman, Andre Kushniruk, Kendall Noel, Douglas Archibald, Farhad Motamedi, Gary Viner

Abstract read
In one paragraph

Article in JMIR medical informatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Lisa ShahSchool of Health Information Science, Faculty of Health, University of Victoria, Human and Social Development Building room A202, 3800 Finnerty Road (Ring Road), Victoria, BC, V8P 5C2, Canada, 1 250-721-8575, 1 250-472-4751.ORCID 0000-0002-7377-8433
Helen MonkmanSchool of Health Information Science, Faculty of Health, University of Victoria, Human and Social Development Building room A202, 3800 Finnerty Road (Ring Road), Victoria, BC, V8P 5C2, Canada, 1 250-721-8575, 1 250-472-4751.ORCID 0000-0003-0772-9075
Andre KushnirukSchool of Health Information Science, Faculty of Health, University of Victoria, Human and Social Development Building room A202, 3800 Finnerty Road (Ring Road), Victoria, BC, V8P 5C2, Canada, 1 250-721-8575, 1 250-472-4751.ORCID 0000-0002-2557-9288
Kendall NoelDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada.ORCID 0009-0002-2049-8697
Douglas ArchibaldDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada.ORCID 0000-0001-6751-9788
Farhad MotamediDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada.ORCID 0009-0003-9893-1814
Gary VinerDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada.ORCID 0000-0001-5757-8637

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: This exploratory study investigated the impact of computer use on physician performance during clinical simulations. Standardized patient (SP) scenarios used in family practice certification examinations were adapted to include the use of the electronic health record (EHR). Objective: The goal was to compare the impact of EHR use during simulated virtual patient encounters on resident physicians' and staff physicians' patient-centeredness (PC) and overall clinical performance, as well as to measure the cognitive load (CL) imposed by EHR use. Methods: Sixteen participants each completed 2 video telemedicine simulations with SPs. One simulation case included limited past medical history for the SP in the EHR, while the other did not. Participants were instructed to completely document the encounter using the EHR. Participants' self-perceived CL was measured using the raw National Aeronautics and Space Administration Task Load Index (NASA-TLX). Video recordings were analyzed for participant PC and overall clinical performance. In addition to interacting with the EHR, multiple participants also conducted internet searches. The proportion of time that participants spent interacting with the computer, either using the EHR or searching the internet, was calculated. Inductive qualitative coding of a subset of video recordings (18 of 32 encounters) was performed, with a focus on signs of stress/CL. All videos were assessed for usability problems. Results: Staff physicians (n=6) scored higher on PC compared to resident physicians (n=10) for both cases, though differences were not statistically significant after correction for multiple comparisons (family-wise error rate). Physicians' overall CL, as measured by the raw NASA-TLX, was not significantly correlated with computer use. Exploratory qualitative data analysis found both verbal and nonverbal signs of stress/CL due to computer use while interacting with the SPs. The proportion of time displaying nonverbal signs of stress/CL was calculated for a subset of participants (6 resident physicians and 3 staff physicians). Participant interpretations of instructions to completely document the encounter using the EHR varied widely. It is likely that participants' usual style of documenting, either primarily during or after patient encounters, impacted their use of the EHR while SPs were present. Conclusions: Use of the computer during video telemedicine appointments may negatively impact physician PC and overall clinical performance. Exploratory qualitative coding identified both verbal and nonverbal signs of stress/CL when participants interacted with the computer and the patient simultaneously. Increased clinical experience helped to mitigate the negative impact of computer use. If the use of the EHR is included in physician certification examinations, clear instructions regarding which tasks must be completed in the EHR during interactions with SPs should be provided.

Indexed as

Electronic Health RecordsPhysicians, FamilyAdultClinical CompetenceFemaleHumansInternship and ResidencyMalePatient Simulationcognitive loadelectronic health recordselectronic medical recordsmedical educationpatient-centered carepatient simulationtelemedicine

Identifiers

PMID42155120
PMCPMC13186519

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.